The Sonoma County Sheriff's office says it happened Sunday afternoon near Norrbom Road and the Sonoma Overlook Trail.
The jogger told police a man pushed her down, punched her several times and tried to rape her but she fought him off.
The suspect is described as a white man in his 50s with a white, bushy beard.